Overview
Brought to you by YData
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 411804 |
| Missing cells | 16887 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 31.4 MiB |
| Average record size in memory | 80.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Text | 1 |
| Numeric | 8 |
biweekly_cases is highly overall correlated with biweekly_deaths and 4 other fields | High correlation |
biweekly_deaths is highly overall correlated with biweekly_cases and 4 other fields | High correlation |
new_cases is highly overall correlated with new_deaths | High correlation |
new_deaths is highly overall correlated with new_cases | High correlation |
total_cases is highly overall correlated with biweekly_cases and 4 other fields | High correlation |
total_deaths is highly overall correlated with biweekly_cases and 4 other fields | High correlation |
weekly_cases is highly overall correlated with biweekly_cases and 4 other fields | High correlation |
weekly_deaths is highly overall correlated with biweekly_cases and 4 other fields | High correlation |
biweekly_cases has 4597 (1.1%) missing values | Missing |
biweekly_deaths has 4148 (1.0%) missing values | Missing |
new_cases is highly skewed (γ1 = 97.87907533) | Skewed |
new_deaths is highly skewed (γ1 = 36.2068314) | Skewed |
weekly_cases is highly skewed (γ1 = 37.1102558) | Skewed |
biweekly_cases is highly skewed (γ1 = 31.63448452) | Skewed |
new_cases has 368385 (89.5%) zeros | Zeros |
new_deaths has 382900 (93.0%) zeros | Zeros |
total_cases has 29304 (7.1%) zeros | Zeros |
total_deaths has 52361 (12.7%) zeros | Zeros |
weekly_cases has 116965 (28.4%) zeros | Zeros |
weekly_deaths has 215615 (52.4%) zeros | Zeros |
biweekly_cases has 102909 (25.0%) zeros | Zeros |
biweekly_deaths has 195390 (47.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-06 12:09:04.158510 |
|---|---|
| Analysis finished | 2025-06-06 12:09:29.906085 |
| Duration | 25.75 seconds |
| Software version | ydata-profiling v4.16.1 |
| Download configuration | config.json |
Variables
date
Date
| Distinct | 1674 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
| Minimum | 2020-01-05 00:00:00 |
|---|---|
| Maximum | 2024-08-04 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
location
Text
| Distinct | 246 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
Length
| Max length | 32 |
|---|---|
| Median length | 28 |
| Mean length | 9.5243902 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Afghanistan |
| 3rd row | Afghanistan |
| 4th row | Afghanistan |
| 5th row | Afghanistan |
| Value | Count | Frequency (%) |
| and | 16740 | 2.9% |
| islands | 16740 | 2.9% |
| saint | 11718 | 2.1% |
| countries | 6696 | 1.2% |
| united | 6696 | 1.2% |
| south | 6696 | 1.2% |
| french | 5022 | 0.9% |
| republic | 5022 | 0.9% |
| guinea | 5022 | 0.9% |
| new | 5022 | 0.9% |
| Other values (277) | 485460 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 547398 | |
| i | 333126 | 8.5% |
| n | 324756 | 8.3% |
| e | 276210 | 7.0% |
| r | 232686 | 5.9% |
| o | 214272 | 5.5% |
| t | 169074 | 4.3% |
| 159030 | 4.1% | |
| u | 155682 | 4.0% |
| s | 143964 | 3.7% |
| Other values (48) | 1365984 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3922182 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 547398 | |
| i | 333126 | 8.5% |
| n | 324756 | 8.3% |
| e | 276210 | 7.0% |
| r | 232686 | 5.9% |
| o | 214272 | 5.5% |
| t | 169074 | 4.3% |
| 159030 | 4.1% | |
| u | 155682 | 4.0% |
| s | 143964 | 3.7% |
| Other values (48) | 1365984 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3922182 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 547398 | |
| i | 333126 | 8.5% |
| n | 324756 | 8.3% |
| e | 276210 | 7.0% |
| r | 232686 | 5.9% |
| o | 214272 | 5.5% |
| t | 169074 | 4.3% |
| 159030 | 4.1% | |
| u | 155682 | 4.0% |
| s | 143964 | 3.7% |
| Other values (48) | 1365984 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3922182 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 547398 | |
| i | 333126 | 8.5% |
| n | 324756 | 8.3% |
| e | 276210 | 7.0% |
| r | 232686 | 5.9% |
| o | 214272 | 5.5% |
| t | 169074 | 4.3% |
| 159030 | 4.1% | |
| u | 155682 | 4.0% |
| s | 143964 | 3.7% |
| Other values (48) | 1365984 |
new_cases
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 14158 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 1645 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8017.3599 |
| Minimum | 0 |
|---|---|
| Maximum | 44236227 |
| Zeros | 368385 |
| Zeros (%) | 89.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 569 |
| Maximum | 44236227 |
| Range | 44236227 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 229664.87 |
|---|---|
| Coefficient of variation (CV) | 28.645947 |
| Kurtosis | 14084.785 |
| Mean | 8017.3599 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 97.879075 |
| Sum | 3.2883923 × 109 |
| Variance | 5.2745951 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 368385 | |
| 1 | 1074 | 0.3% |
| 2 | 785 | 0.2% |
| 3 | 629 | 0.2% |
| 4 | 501 | 0.1% |
| 5 | 432 | 0.1% |
| 6 | 407 | 0.1% |
| 7 | 339 | 0.1% |
| 9 | 308 | 0.1% |
| 8 | 296 | 0.1% |
| Other values (14148) | 37003 | 9.0% |
| (Missing) | 1645 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 368385 | |
| 1 | 1074 | 0.3% |
| 2 | 785 | 0.2% |
| 3 | 629 | 0.2% |
| 4 | 501 | 0.1% |
| 5 | 432 | 0.1% |
| 6 | 407 | 0.1% |
| 7 | 339 | 0.1% |
| 8 | 296 | 0.1% |
| 9 | 308 | 0.1% |
| Value | Count | Frequency (%) |
| 44236227 | 1 | |
| 42142424 | 1 | |
| 40975782 | 1 | |
| 40475477 | 1 | |
| 27732700 | 1 | |
| 26088587 | 1 | |
| 25061799 | 1 | |
| 24644876 | 1 | |
| 23541614 | 1 | |
| 23424524 | 1 |
new_deaths
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 3500 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1196 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.852139 |
| Minimum | 0 |
|---|---|
| Maximum | 103719 |
| Zeros | 382900 |
| Zeros (%) | 93.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 103719 |
| Range | 103719 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1368.323 |
|---|---|
| Coefficient of variation (CV) | 19.043594 |
| Kurtosis | 1697.8336 |
| Mean | 71.852139 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 36.206831 |
| Sum | 29503063 |
| Variance | 1872307.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 382900 | |
| 1 | 3136 | 0.8% |
| 2 | 1839 | 0.4% |
| 3 | 1212 | 0.3% |
| 4 | 868 | 0.2% |
| 5 | 721 | 0.2% |
| 6 | 607 | 0.1% |
| 7 | 520 | 0.1% |
| 8 | 454 | 0.1% |
| 9 | 435 | 0.1% |
| Other values (3490) | 17916 | 4.4% |
| (Missing) | 1196 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 382900 | |
| 1 | 3136 | 0.8% |
| 2 | 1839 | 0.4% |
| 3 | 1212 | 0.3% |
| 4 | 868 | 0.2% |
| 5 | 721 | 0.2% |
| 6 | 607 | 0.1% |
| 7 | 520 | 0.1% |
| 8 | 454 | 0.1% |
| 9 | 435 | 0.1% |
| Value | Count | Frequency (%) |
| 103719 | 1 | |
| 100970 | 1 | |
| 100661 | 1 | |
| 96003 | 1 | |
| 92351 | 1 | |
| 92233 | 1 | |
| 91431 | 1 | |
| 89292 | 1 | |
| 87600 | 1 | |
| 86299 | 1 |
total_cases
Real number (ℝ)
High correlation Zeros
| Distinct | 36694 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7365292.4 |
| Minimum | 0 |
|---|---|
| Maximum | 7.7586678 × 108 |
| Zeros | 29304 |
| Zeros (%) | 7.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6280.75 |
| median | 63653 |
| Q3 | 758272 |
| 95-th percentile | 22898376 |
| Maximum | 7.7586678 × 108 |
| Range | 7.7586678 × 108 |
| Interquartile range (IQR) | 751991.25 |
Descriptive statistics
| Standard deviation | 44775817 |
|---|---|
| Coefficient of variation (CV) | 6.0792993 |
| Kurtosis | 154.77797 |
| Mean | 7365292.4 |
| Median Absolute Deviation (MAD) | 63653 |
| Skewness | 11.235906 |
| Sum | 3.0330569 × 1012 |
| Variance | 2.0048738 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29304 | 7.1% |
| 1 | 1680 | 0.4% |
| 26 | 1590 | 0.4% |
| 4 | 1499 | 0.4% |
| 3 | 1001 | 0.2% |
| 17786 | 897 | 0.2% |
| 34658 | 883 | 0.2% |
| 11971 | 862 | 0.2% |
| 15690 | 785 | 0.2% |
| 994037 | 764 | 0.2% |
| Other values (36684) | 372539 |
| Value | Count | Frequency (%) |
| 0 | 29304 | |
| 1 | 1680 | 0.4% |
| 2 | 567 | 0.1% |
| 3 | 1001 | 0.2% |
| 4 | 1499 | 0.4% |
| 5 | 644 | 0.2% |
| 6 | 329 | 0.1% |
| 7 | 567 | 0.1% |
| 8 | 448 | 0.1% |
| 9 | 413 | 0.1% |
| Value | Count | Frequency (%) |
| 775866783 | 1 | < 0.1% |
| 775819614 | 7 | |
| 775763598 | 7 | |
| 775711519 | 7 | |
| 775664972 | 7 | |
| 775617900 | 7 | |
| 775571394 | 7 | |
| 775534258 | 7 | |
| 775498015 | 7 | |
| 775462248 | 7 |
total_deaths
Real number (ℝ)
High correlation Zeros
| Distinct | 16763 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81259.574 |
| Minimum | 0 |
|---|---|
| Maximum | 7057132 |
| Zeros | 52361 |
| Zeros (%) | 12.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 43 |
| median | 799 |
| Q3 | 9574 |
| 95-th percentile | 222666 |
| Maximum | 7057132 |
| Range | 7057132 |
| Interquartile range (IQR) | 9531 |
Descriptive statistics
| Standard deviation | 441190.14 |
|---|---|
| Coefficient of variation (CV) | 5.4293927 |
| Kurtosis | 132.33116 |
| Mean | 81259.574 |
| Median Absolute Deviation (MAD) | 799 |
| Skewness | 10.269144 |
| Sum | 3.3463018 × 1010 |
| Variance | 1.9464874 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 52361 | 12.7% |
| 1 | 6246 | 1.5% |
| 2 | 3810 | 0.9% |
| 21 | 2522 | 0.6% |
| 12 | 2354 | 0.6% |
| 125 | 2277 | 0.6% |
| 3 | 2163 | 0.5% |
| 7 | 1813 | 0.4% |
| 9 | 1793 | 0.4% |
| 8 | 1744 | 0.4% |
| Other values (16753) | 334721 |
| Value | Count | Frequency (%) |
| 0 | 52361 | |
| 1 | 6246 | 1.5% |
| 2 | 3810 | 0.9% |
| 3 | 2163 | 0.5% |
| 4 | 938 | 0.2% |
| 5 | 1541 | 0.4% |
| 6 | 1197 | 0.3% |
| 7 | 1813 | 0.4% |
| 8 | 1744 | 0.4% |
| 9 | 1793 | 0.4% |
| Value | Count | Frequency (%) |
| 7057132 | 1 | < 0.1% |
| 7056317 | 7 | |
| 7055413 | 7 | |
| 7054581 | 7 | |
| 7053847 | 7 | |
| 7053137 | 7 | |
| 7052480 | 7 | |
| 7051782 | 7 | |
| 7051229 | 7 | |
| 7050714 | 7 |
weekly_cases
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 14158 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 2875 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56287.18 |
| Minimum | 0 |
|---|---|
| Maximum | 44236227 |
| Zeros | 116965 |
| Zeros (%) | 28.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 84 |
| Q3 | 2193 |
| 95-th percentile | 105372.6 |
| Maximum | 44236227 |
| Range | 44236227 |
| Interquartile range (IQR) | 2193 |
Descriptive statistics
| Standard deviation | 606312.78 |
|---|---|
| Coefficient of variation (CV) | 10.771774 |
| Kurtosis | 2021.4194 |
| Mean | 56287.18 |
| Median Absolute Deviation (MAD) | 84 |
| Skewness | 37.110256 |
| Sum | 2.301746 × 1010 |
| Variance | 3.6761519 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 116965 | |
| 1 | 7459 | 1.8% |
| 2 | 5478 | 1.3% |
| 3 | 4397 | 1.1% |
| 4 | 3501 | 0.9% |
| 5 | 3024 | 0.7% |
| 6 | 2843 | 0.7% |
| 7 | 2373 | 0.6% |
| 9 | 2156 | 0.5% |
| 8 | 2072 | 0.5% |
| Other values (14148) | 258661 | |
| (Missing) | 2875 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 116965 | |
| 1 | 7459 | 1.8% |
| 2 | 5478 | 1.3% |
| 3 | 4397 | 1.1% |
| 4 | 3501 | 0.9% |
| 5 | 3024 | 0.7% |
| 6 | 2843 | 0.7% |
| 7 | 2373 | 0.6% |
| 8 | 2072 | 0.5% |
| 9 | 2156 | 0.5% |
| Value | Count | Frequency (%) |
| 44236227 | 7 | |
| 42142424 | 7 | |
| 40975782 | 7 | |
| 40475477 | 7 | |
| 27732700 | 7 | |
| 26088587 | 7 | |
| 25061799 | 7 | |
| 24644876 | 7 | |
| 23541614 | 7 | |
| 23424524 | 7 |
weekly_deaths
Real number (ℝ)
High correlation Zeros
| Distinct | 3500 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 2426 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 504.426 |
| Minimum | 0 |
|---|---|
| Maximum | 103719 |
| Zeros | 215615 |
| Zeros (%) | 52.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 22 |
| 95-th percentile | 1105 |
| Maximum | 103719 |
| Range | 103719 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 3595.456 |
|---|---|
| Coefficient of variation (CV) | 7.1278166 |
| Kurtosis | 240.84057 |
| Mean | 504.426 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.649219 |
| Sum | 2.0650091 × 108 |
| Variance | 12927304 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 215615 | |
| 1 | 21910 | 5.3% |
| 2 | 12867 | 3.1% |
| 3 | 8459 | 2.1% |
| 4 | 6064 | 1.5% |
| 5 | 5047 | 1.2% |
| 6 | 4237 | 1.0% |
| 7 | 3640 | 0.9% |
| 8 | 3178 | 0.8% |
| 9 | 3039 | 0.7% |
| Other values (3490) | 125322 |
| Value | Count | Frequency (%) |
| 0 | 215615 | |
| 1 | 21910 | 5.3% |
| 2 | 12867 | 3.1% |
| 3 | 8459 | 2.1% |
| 4 | 6064 | 1.5% |
| 5 | 5047 | 1.2% |
| 6 | 4237 | 1.0% |
| 7 | 3640 | 0.9% |
| 8 | 3178 | 0.8% |
| 9 | 3039 | 0.7% |
| Value | Count | Frequency (%) |
| 103719 | 7 | |
| 100970 | 7 | |
| 100661 | 7 | |
| 96003 | 7 | |
| 92351 | 7 | |
| 92233 | 7 | |
| 91431 | 7 | |
| 89292 | 7 | |
| 87600 | 7 | |
| 86299 | 7 |
biweekly_cases
Real number (ℝ)
High correlation Missing Skewed Zeros
| Distinct | 16957 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 4597 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113044.3 |
| Minimum | 0 |
|---|---|
| Maximum | 71968927 |
| Zeros | 102909 |
| Zeros (%) | 25.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 183 |
| Q3 | 4507 |
| 95-th percentile | 213772 |
| Maximum | 71968927 |
| Range | 71968927 |
| Interquartile range (IQR) | 4507 |
Descriptive statistics
| Standard deviation | 1167969.7 |
|---|---|
| Coefficient of variation (CV) | 10.331965 |
| Kurtosis | 1402.5566 |
| Mean | 113044.3 |
| Median Absolute Deviation (MAD) | 183 |
| Skewness | 31.634485 |
| Sum | 4.6032429 × 1010 |
| Variance | 1.3641532 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 102909 | 25.0% |
| 1 | 5747 | 1.4% |
| 2 | 4633 | 1.1% |
| 3 | 3731 | 0.9% |
| 4 | 2976 | 0.7% |
| 5 | 2571 | 0.6% |
| 6 | 2379 | 0.6% |
| 7 | 2198 | 0.5% |
| 8 | 1968 | 0.5% |
| 10 | 1862 | 0.5% |
| Other values (16947) | 276233 | |
| (Missing) | 4597 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 102909 | |
| 1 | 5747 | 1.4% |
| 2 | 4633 | 1.1% |
| 3 | 3731 | 0.9% |
| 4 | 2976 | 0.7% |
| 5 | 2571 | 0.6% |
| 6 | 2379 | 0.6% |
| 7 | 2198 | 0.5% |
| 8 | 1968 | 0.5% |
| 9 | 1814 | 0.4% |
| Value | Count | Frequency (%) |
| 71968927 | 7 | |
| 68231011 | 7 | |
| 66037581 | 7 | |
| 65120353 | 7 | |
| 59213741 | 7 | |
| 54823117 | 7 | |
| 52681477 | 7 | |
| 51574027 | 7 | |
| 46966138 | 7 | |
| 44203319 | 7 |
biweekly_deaths
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 4452 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 4148 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1013.0469 |
| Minimum | 0 |
|---|---|
| Maximum | 204689 |
| Zeros | 195390 |
| Zeros (%) | 47.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 45 |
| 95-th percentile | 2244 |
| Maximum | 204689 |
| Range | 204689 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 7162.04 |
|---|---|
| Coefficient of variation (CV) | 7.0698008 |
| Kurtosis | 239.11342 |
| Mean | 1013.0469 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 13.568757 |
| Sum | 4.1297466 × 108 |
| Variance | 51294816 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 195390 | |
| 1 | 19794 | 4.8% |
| 2 | 13190 | 3.2% |
| 3 | 9088 | 2.2% |
| 4 | 6605 | 1.6% |
| 5 | 5258 | 1.3% |
| 6 | 4508 | 1.1% |
| 7 | 3745 | 0.9% |
| 8 | 3075 | 0.7% |
| 10 | 2593 | 0.6% |
| Other values (4442) | 144410 | |
| (Missing) | 4148 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 195390 | |
| 1 | 19794 | 4.8% |
| 2 | 13190 | 3.2% |
| 3 | 9088 | 2.2% |
| 4 | 6605 | 1.6% |
| 5 | 5258 | 1.3% |
| 6 | 4508 | 1.1% |
| 7 | 3745 | 0.9% |
| 8 | 3075 | 0.7% |
| 9 | 2590 | 0.6% |
| Value | Count | Frequency (%) |
| 204689 | 7 | |
| 204380 | 7 | |
| 193321 | 7 | |
| 189953 | 7 | |
| 188236 | 7 | |
| 187434 | 7 | |
| 179833 | 7 | |
| 178650 | 7 | |
| 177341 | 7 | |
| 173789 | 7 |
Interactions
Correlations
| biweekly_cases | biweekly_deaths | new_cases | new_deaths | total_cases | total_deaths | weekly_cases | weekly_deaths | |
|---|---|---|---|---|---|---|---|---|
| biweekly_cases | 1.000 | 0.888 | 0.177 | 0.232 | 0.594 | 0.611 | 0.986 | 0.867 |
| biweekly_deaths | 0.888 | 1.000 | 0.139 | 0.262 | 0.548 | 0.608 | 0.882 | 0.971 |
| new_cases | 0.177 | 0.139 | 1.000 | 0.820 | 0.088 | 0.094 | 0.183 | 0.135 |
| new_deaths | 0.232 | 0.262 | 0.820 | 1.000 | 0.135 | 0.151 | 0.233 | 0.271 |
| total_cases | 0.594 | 0.548 | 0.088 | 0.135 | 1.000 | 0.961 | 0.588 | 0.543 |
| total_deaths | 0.611 | 0.608 | 0.094 | 0.151 | 0.961 | 1.000 | 0.606 | 0.600 |
| weekly_cases | 0.986 | 0.882 | 0.183 | 0.233 | 0.588 | 0.606 | 1.000 | 0.869 |
| weekly_deaths | 0.867 | 0.971 | 0.135 | 0.271 | 0.543 | 0.600 | 0.869 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| date | location | new_cases | new_deaths | total_cases | total_deaths | weekly_cases | weekly_deaths | biweekly_cases | biweekly_deaths | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020-01-05 | Afghanistan | 0.0 | 0.0 | 0 | 0 | NaN | NaN | NaN | NaN |
| 1 | 2020-01-06 | Afghanistan | 0.0 | 0.0 | 0 | 0 | NaN | NaN | NaN | NaN |
| 2 | 2020-01-07 | Afghanistan | 0.0 | 0.0 | 0 | 0 | NaN | NaN | NaN | NaN |
| 3 | 2020-01-08 | Afghanistan | 0.0 | 0.0 | 0 | 0 | NaN | NaN | NaN | NaN |
| 4 | 2020-01-09 | Afghanistan | 0.0 | 0.0 | 0 | 0 | NaN | NaN | NaN | NaN |
| 5 | 2020-01-10 | Afghanistan | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | NaN | NaN |
| 6 | 2020-01-11 | Afghanistan | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | NaN | NaN |
| 7 | 2020-01-12 | Afghanistan | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | NaN | NaN |
| 8 | 2020-01-13 | Afghanistan | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | NaN | NaN |
| 9 | 2020-01-14 | Afghanistan | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | NaN | NaN |
| date | location | new_cases | new_deaths | total_cases | total_deaths | weekly_cases | weekly_deaths | biweekly_cases | biweekly_deaths | |
|---|---|---|---|---|---|---|---|---|---|---|
| 411794 | 2024-07-26 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 1.0 | 0.0 | 1.0 | 0.0 |
| 411795 | 2024-07-27 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 1.0 | 0.0 | 1.0 | 0.0 |
| 411796 | 2024-07-28 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 1.0 | 0.0 |
| 411797 | 2024-07-29 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 1.0 | 0.0 |
| 411798 | 2024-07-30 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 1.0 | 0.0 |
| 411799 | 2024-07-31 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 1.0 | 0.0 |
| 411800 | 2024-08-01 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 1.0 | 0.0 |
| 411801 | 2024-08-02 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 1.0 | 0.0 |
| 411802 | 2024-08-03 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 1.0 | 0.0 |
| 411803 | 2024-08-04 | Zimbabwe | 0.0 | 0.0 | 266386 | 5740 | 0.0 | 0.0 | 0.0 | 0.0 |